jagoff/memo — Your coding agent starts every session with amnesia — memo fixes that, 100% on your machine.

Description and use

**Summary:** memo is an open-source project that enables persistent memory for coding agents, allowing users to create repeatable workflows and standardize agent memory. This is achieved through a Markdown-based source of truth, hybrid search, time-machine, and nightly self-optimization, all running locally without the need for cloud services or keys. By integrating memo, users can coordinate multi-agent workflows, add tool-use pipelines, and improve the productivity of their coding agents.

**Value Proposition:** memo helps users turn isolated prompts and tools into repeatable agent workflows, increasing productivity and efficiency. By providing a persistent memory for coding agents, memo enables users to standardize agent behavior, making it easier to coordinate multi-agent workflows and add tool-use pipelines.

**Practical Adoption Path:**

1. **Evaluate the project**: Review the project's documentation, code, and GitHub activity to ensure it aligns with your requirements.
2. **Understand the API/SDK/CLI**: Familiarize yourself with the project's implementation signals, such as API, SDK, or CLI, to determine how to integrate memo into your workflow.
3. **Test and pilot**: Pilot memo in a controlled environment to assess its performance, scalability, and usability.
4. **Integrate with existing tools**: Integrate memo with your existing

Problem

jagoff/memo helps turn isolated prompts and tools into repeatable agent workflows.

Outcome

High for an OSS candidate: recent activity, adoption, and ecosystem signals are strong enough for a serious pilot.

Workflow

• coordinate multi-agent workflows
• add tool-use pipelines
• standardize agent memory

Evidence

Your coding agent starts every session with amnesia — memo fixes that, 100% on your machine. Persistent memory for Claude Code, Codex, Cursor & any MCP client: Markdown source of truth, hybrid search (MLX/CPU + sqlite-vec), time-machine, contradiction radar, nightly self-optimization. No cloud, no keys.

Source